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Data & Research prompts

Analysis, summarization, SQL and research synthesis.

11 prompts
Data & Research ¶ TEXT

SQL Query Writer with Explanation

Writes correct SQL from a plain-English question and your schema — states its assumptions, explains the query in plain language, and flags the edge cases in your data.

✓ Claude Sonnet 4.5DeepSeek R1
★ 104⧉ 850◌ 0LLM Atlas Team · 2mo ago
Data & Research ¶ TEXT

Faithful Executive Summary (Zero Hallucination)

Summarizes long documents under a strict faithfulness contract: every claim traceable to the source, uncertainty preserved, nothing smoothed over.

✓ Claude Opus 4.5Claude Haiku 4.5
★ 89⧉ 695◌ 0LLM Atlas Team · 2mo ago
Data & Research ¶ TEXT

Slow Query Optimizer

Diagnoses a slow SQL query from its EXPLAIN plan: identifies the actual bottleneck, proposes fixes in order of effort, and predicts the improvement of each.

o3Claude Opus 4.5
★ 83⧉ 630◌ 0LLM Atlas Team · 2mo ago
Data & Research ¶ TEXT

Spreadsheet Formula Engineer (Excel & Google Sheets)

Builds the formula you describe in plain English — then explains it part by part, states its breaking conditions, and offers a cleaner LET/helper-column alternative.

✓ GPT-5Claude Sonnet 4.5Gemini 2.5 Flash
★ 57⧉ 440◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Exploratory Data Analysis Plan

Builds a rigorous EDA plan for a new dataset: data quality gauntlet first, then targeted hypotheses, with the exact plots and the traps each one hides.

o3Gemini 2.5 Pro
★ 72⧉ 545◌ 0LLM Atlas Team · 2mo ago
Data & Research ¶ TEXT

Literature Review Synthesizer

Synthesizes multiple papers into a thematic review — where studies agree, where they conflict and why, and what nobody has studied yet.

Gemini 2.5 Pro
★ 57⧉ 420◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Research Paper Deconstructor

Breaks an academic paper into what was claimed, what was actually shown, and how much to trust it — methods scrutiny, effect sizes over p-values, and the graveyard of caveats.

Claude Opus 4.5Gemini 2.5 Pro
★ 43⧉ 315◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Zero-Downtime Schema Migration Review

Reviews DDL migrations for the locks and table rewrites that take production down — version-aware for Postgres and MySQL, with a safe step-by-step rewrite for anything risky.

GPT-5✓ Claude Opus 4.5
★ 39⧉ 287◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Analytics SQL Correctness Review

Reviews analytical queries for the bugs that produce confidently wrong numbers: join fan-out double counting, NULL traps, timezone truncation, and averaged averages.

o3Claude Opus 4.5
★ 31⧉ 226◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Statistical Claim Sanity Checker

Audits a report, dashboard, or claim for the classic statistical sins — base-rate blindness, survivorship, seasonality, percent-of-what confusion — before you forward it.

o3Claude Opus 4.5
★ 31⧉ 210◌ 0LLM Atlas Team · 1mo ago
Data & Research ¶ TEXT

Survey Designer & Bias Auditor

Drafts a survey from your research questions, then audits every item against the classic bias catalog — leading wording, double-barreled items, scale traps, and order effects.

o3Claude Opus 4.5
★ 26⧉ 170◌ 0LLM Atlas Team · 1mo ago
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